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Identification of parameters for tethered satellite system to emulate net-captured debris towing
Net-based debris capture systems have a high potential for success in Active Debris Removal (ADR) missions. Simulation is an important tool in the analysis of the dynamics of nets, before experiments and actual missions are put in place. However, due to the large number of degrees of freedom require...
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Published in: | Acta astronautica 2024-12, Vol.225, p.676-688 |
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Main Authors: | , , |
Format: | Article |
Language: | English |
Subjects: | |
Citations: | Items that this one cites |
Online Access: | Get full text |
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Summary: | Net-based debris capture systems have a high potential for success in Active Debris Removal (ADR) missions. Simulation is an important tool in the analysis of the dynamics of nets, before experiments and actual missions are put in place. However, due to the large number of degrees of freedom required to model the dynamics of a net, in addition to nonlinearities, high-fidelity net-based ADR simulations are typically very computationally costly. This work focuses on the post-capture phase of a net-based ADR mission and aims to identify parameters of a lower-order model of the towed debris system such that it best matches the high-fidelity simulations with a full net. A model of a tethered satellite system with four sub-tethers is developed, and two optimization problems are formulated – minimizing the difference in dynamical quantities of interest – to perform the parameter identification task. The proposed system identification framework is first validated on a benchmark sub-tether model with known parameters, and then employed to minimize the difference in dynamics between the full-net and sub-tether debris towing simulations. The performances of the optimized solutions obtained from two proposed cost functions are compared both qualitatively and quantitatively. Overall, the proposed lower-order modeling and parameter identification framework demonstrate satisfactory performance in approximating the dynamics of the high-fidelity system.
•Parameters are identified for lower-order models of net-based debris removal.•The objective is to best approximate net-based debris towing (post-capture phase).•Different optimizers converge to similar parameters for the sub-tethers.•The dynamics is well represented, in unseen cases, with much lower computing cost.•Translational dynamics is approximated better than attitude dynamics. |
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ISSN: | 0094-5765 |
DOI: | 10.1016/j.actaastro.2024.09.022 |